Department of Molecular Diagnostics and Experimental Therapeutics, Beckman Research Institute of City of Hope, Monrovia, CA.
Department of Surgery, Tokushima University, Tokushima, Japan.
JCO Precis Oncol. 2021 Dec 2;5. doi: 10.1200/PO.21.00015. eCollection 2021.
Patients with locally advanced rectal cancer (LARC) are recommended to receive preoperative chemoradiotherapy (PCRT) followed by surgery. Response to PCRT varies widely: 60%-70% of patients with LARC do not derive therapeutic benefit from PCRT, whereas 15%-20% of patients achieve pathologic complete response (pCR). We sought to develop a liquid biopsy assay for identifying response to PCRT in patients with LARC.
We analyzed two genome-wide microRNA (miRNA) expression profiling data sets from tumor tissue samples for discovery (GSE68204) and validation (GSE29298). We prioritized biomarkers in pretreatment plasma specimens from clinical training (n = 41; 15 responders and 26 nonresponders) and validation (n = 65; 29 responders and 36 nonresponders) cohorts of patients with LARC. We developed an integrated miRNA panel and established a risk assessment model, which was combined with the miRNA panel and carcinoembryonic antigen levels.
Our comprehensive discovery effort identified an 8-miRNA panel that robustly predicted response to PCRT, with an excellent accuracy in the discovery (area under the curve [AUC] = 0.95) and validation (AUC = 0.92) cohorts. We successfully established a circulating miRNA panel with remarkable diagnostic accuracy in the clinical training (AUC = 0.82) and validation (AUC = 0.81) cohorts. Moreover, the predictive accuracy of the panel was significantly superior to conventional clinical factors in both cohorts ( < .01) and the risk assessment model was superior (AUC = 0.83). Finally, we applied our model to detect patients with pathologic complete response and showed that it was dramatically superior to currently used pathologic features (AUC = 0.92).
Our novel risk assessment signature for predicting response to PCRT has a potential for clinical translation as a liquid biopsy assay in patients with LARC.
局部晚期直肠癌(LARC)患者建议接受术前放化疗(PCRT),然后进行手术。PCRT 的反应差异很大:60%-70%的 LARC 患者不能从 PCRT 中获得治疗益处,而 15%-20%的患者达到病理完全缓解(pCR)。我们试图开发一种液体活检检测方法,用于识别 LARC 患者对 PCRT 的反应。
我们分析了来自肿瘤组织样本的两个全基因组 microRNA(miRNA)表达谱数据集,用于发现(GSE68204)和验证(GSE29298)。我们优先考虑了来自 LARC 患者临床训练(n = 41;15 名应答者和 26 名无应答者)和验证(n = 65;29 名应答者和 36 名无应答者)队列的预处理血浆标本中的生物标志物。我们开发了一个综合 miRNA 面板,并建立了一个风险评估模型,该模型结合了 miRNA 面板和癌胚抗原水平。
我们全面的发现工作确定了一个 8-miRNA 面板,该面板可以很好地预测 PCRT 的反应,在发现(曲线下面积 [AUC] = 0.95)和验证(AUC = 0.92)队列中具有很好的准确性。我们成功地在临床训练(AUC = 0.82)和验证(AUC = 0.81)队列中建立了一个具有显著诊断准确性的循环 miRNA 面板。此外,该面板的预测准确性在两个队列中均显著优于传统临床因素(<0.01),风险评估模型也更优(AUC = 0.83)。最后,我们将我们的模型应用于检测病理完全缓解的患者,结果表明其明显优于目前使用的病理特征(AUC = 0.92)。
我们预测 PCRT 反应的新型风险评估签名具有作为 LARC 患者液体活检检测方法进行临床转化的潜力。